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New to Algorithmic Trading. What tools do you use today and how?

Hello Everyone,

I have recently been learning a bit more about financial analysis and decided to take a Udemy course on Python for Financial Analysis and Algorithmic Trading. The course is great and I recommend it to anyone interested, but it is also nearly 3 years old now and I know Quantopian has had some big changes since this course's release.

My question now is what are the most popular tools being used today and for what purposes? I know you can no longer live trade on Quantopian, so if this is someone's interest, what is the best way to go about it? I would really appreciate some insight on a full live traders software setup just to further my understanding of the topic. For example, is it more common to use an online platform, or do more live traders install the needed libraries directly to their machines?

I have done some reading and came across two other platforms: QuantConnect and Alpacca Market. So is it common to use Quantopian for the research in Notebook and then if you want to live trade, use one of these other platforms for the algorithm? I only just came across Alpacca today and it seems its sole purpose is live trading.

For now, I am really enjoying using and learning Quantopian and hope to submit my first algorithm soon. I am just looking to broaden my understanding of the topic, so any response or direction is greatly appreciated.

Thanks all and happy coding